Single Object Tracking on LaSOT (AUC, Norm-Precision)
86.5Norm-PrecisionDTPTrack
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DTPTrackSource=Ours, Backbone scale=L, Input resolution=3782026.04 | 86.5 | 77.5 | 84.7 | — | |
| SPMTrack-LSource=CVPR252026.04 | 85.9 | 76.8 | 84 | — | |
| MemVLTMethod Type=Memory-Based2026.06 | 85.7 | — | 80.5 | 72.9 | |
| LoRATSource=ECCV24, Backbone scale=g, Input resolution=3782026.04 | 85.3 | 76.2 | 83.5 | — | |
| LoRATv2Source=NIPS25, Backbone scale=L, Input resolution=3782026.04 | 85.1 | 76.1 | 83.1 | — | |
| DUTrack384Method Type=VLM, Input Resolution=3842026.06 | 84.9 | — | 82.9 | 74.1 | |
| SENTRY-D4S-LMethod Type=Zero-shot Method, Model Scale=L2026.06 | 84.7 | — | 82.4 | 76.3 | |
| RTracker-LMethod Type=Memory-Based, Model Scale=L2026.06 | 84.5 | — | — | 74.7 | |
| LoRATSource=ECCV24, Backbone scale=L, Input resolution=3782026.04 | 84.1 | 75.1 | 82 | — | |
| SPMTrack-BMethod Type=Vision-Based, Model Scale=B2026.06 | 84 | — | 81.7 | 74.9 | |
| CLDTrackerMethod Type=VLM2026.06 | 83.9 | — | 81.1 | 74 | |
| DTPTrackSource=Ours, Backbone scale=B, Input resolution=2242026.04 | 83.6 | 74.3 | 80.7 | — | |
| DAM4SAM-LMethod Type=Zero-shot Method, Model Scale=L2026.06 | 83.3 | — | 81.1 | 75.1 | |
| ODTrack-BSource=AAAI242026.04 | 83.2 | 73.2 | 80.6 | — | |
| AQATrackSource=CVPR24, Input resolution=3842026.04 | 82.9 | 72.7 | 80.2 | — | |
| HIPTrackSource=CVPR242026.04 | 82.9 | 72.7 | 79.5 | — | |
| HIPTrackMethod Type=Vision-Based2026.06 | 82.9 | — | 79.5 | 72.7 | |
| ARTrackV2Source=CVPR24, Backbone scale=L, Input resolution=3842026.04 | 82.8 | 73.6 | 81.1 | — | |
| SAMURAI-LMethod Type=Zero-shot Method, Model Scale=L2026.06 | 82.7 | — | 80.2 | 74.2 | |
| SENTRY-SR-LMethod Type=Zero-shot Method, Model Scale=L2026.06 | 82.7 | — | 80.4 | 75.1 | |
| ARTrackSource=CVPR23, Backbone scale=L, Input resolution=3842026.04 | 82.2 | 73.1 | 80.3 | — | |
| ARTrackV2Source=CVPR24, Backbone scale=B, Input resolution=3842026.04 | 82 | 73 | 79.6 | — | |
| LoRATSource=ECCV24, Backbone scale=B, Input resolution=3782026.04 | 81.9 | 72.9 | 79.1 | — | |
| AQATrack256Method Type=Vision-Based, Input Resolution=2562026.06 | 81.9 | — | 78.6 | 71.4 | |
| OSTrack384 + NeighborTrackpost-processing=NeighborTrack2022.11 | 81.8 | 72.2 | 78 | — | |
| DropTrackSource=CVPR23, Input resolution=3842026.04 | 81.8 | 71.8 | 78.1 | — | |
| ROMTrackSource=ICCV23, Input resolution=3842026.04 | 81.4 | 71.4 | 78.2 | — | |
| ARPTrack256Method Type=Vision-Based, Input Resolution=2562026.06 | 81.4 | — | 78.5 | 72.6 | |
| LoRATv2Source=NIPS25, Backbone scale=B, Input resolution=2242026.04 | 81.3 | 72 | 77.9 | — | |
| OSTrack384post-processing=None2022.11 | 81.1 | 71.1 | 77.6 | — | |
| SeqTrackSource=CVPR23, Backbone scale=B, Input resolution=3842026.04 | 81.1 | 71.5 | 77.8 | — | |
| OSTrackSource=ECCV22, Input resolution=3842026.04 | 81.1 | 71.1 | 77.6 | — | |
| MixFormer-L2022.11 | 79.9 | 70.1 | 76.3 | — | |
| DiffusionTrackMethod Type=Vision-Based2026.06 | 79.8 | — | 76.7 | 70.8 | |
| SimTrackSource=ECCV222026.04 | 79.7 | 70.5 | — | — | |
| AiATrack2022.11 | 79.4 | 69 | 73.8 | — | |
| AiATrackSource=ECCV222026.04 | 79.4 | 69 | 73.8 | — | |
| GRMSource=CVPR232026.04 | 79.3 | 69.9 | 75.8 | — | |
| SwinTrack-B-3842022.11 | 78.4 | 70.2 | 75.3 | — | |
| TATrack-BSource=AAAI232026.04 | 78.2 | 69.4 | 74.1 | — | |
| MambaVLTMethod Type=VLM2026.06 | 77.3 | — | 71 | 66.6 | |
| KeepTrack2022.11 | 77.2 | 67.1 | 70.2 | — | |
| SENTRY-S2-LMethod Type=Zero-shot Method, Model Scale=L2026.06 | 77.2 | — | 74.5 | 70.2 | |
| Unicorn2022.11 | 76.6 | 68.5 | 74.1 | — | |
| SAM2-LMethod Type=Zero-shot Method, Model Scale=L2026.06 | 76.1 | — | 73.6 | 68.5 | |
| QueryNLTMethod Type=VLM2026.06 | 69.6 | — | 63.5 | 59.9 | |
| DMTrack2022.11 | — | 57.4 | 58 | — | |
| SwinV2-L 1K-MIM2022.11 | — | 70.7 | — | — | |
| UVLTrack-BMethod Type=VLM, Model Scale=B2026.06 | — | — | 74.9 | 69.4 |